{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 9 绘图实例(1) Drawing example(1)\n",
    "本文主要讲述seaborn官网相关函数绘图实例。具体内容有：\n",
    "1. Anscombe’s quartet(lmplot)\n",
    "2. Color palette choices(barplot)\n",
    "3. Different cubehelix palettes(kdeplot)\n",
    "4. Distribution plot options(distplot)\n",
    "5. Timeseries plot with error bands(lineplot)\n",
    "6. FacetGrid with custom projection(FacetGrid)\n",
    "7. Facetting histograms by subsets of data(FacetGrid)\n",
    "8. Line plots on multiple facets(relplot)\n",
    "9. Grouped barplots(catplot)\n",
    "10. Grouped boxplots(boxplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import packages\n",
    "# from IPython.core.interactiveshell import InteractiveShell\n",
    "# InteractiveShell.ast_node_interactivity = \"all\" \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Anscombe’s quartet(lmplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the example dataset for Anscombe's quartet\n",
    "df = sns.load_dataset(\"anscombe\")\n",
    "df.head()\n",
    "# Show the results of a linear regression within each dataset 显示各组的回归拟合结果\n",
    "# col确认分组类别，hue设置绘图颜色类别.col_wrap设置每行多少图像\n",
    "# ci置信区间大小，palette颜色设置,height设置每张图的尺寸\n",
    "sns.lmplot(x=\"x\", y=\"y\", col=\"dataset\", hue=\"dataset\", data=df,\n",
    "           col_wrap=2, ci=None, palette=\"muted\", height=4,\n",
    "           scatter_kws={\"s\": 50, \"alpha\": 1});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Color palette choices(barplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#context控制上下文本参数\n",
    "sns.set(style=\"white\", context=\"talk\")\n",
    "rs = np.random.RandomState(8)\n",
    "# Set up the matplotlib figure 设置matplotlib绘图参数\n",
    "f, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(7, 5), sharex=True)\n",
    "\n",
    "# Generate some sequential data 建立数据集\n",
    "x = np.array(list(\"ABCDEFGHIJ\"))\n",
    "y1 = np.arange(1, 11)\n",
    "\n",
    "# 第一个条形图\n",
    "sns.barplot(x=x, y=y1, palette=\"rocket\", ax=ax1);\n",
    "# 绘制平行于x轴的水平参考线\n",
    "ax1.axhline(0, color=\"k\", clip_on=False)\n",
    "# 添加标签\n",
    "ax1.set_ylabel(\"Sequential\")\n",
    "\n",
    "# Center the data to make it diverging\n",
    "y2 = y1 - 5.5\n",
    "sns.barplot(x=x, y=y2, palette=\"vlag\", ax=ax2)\n",
    "ax2.axhline(0, color=\"k\", clip_on=False)\n",
    "ax2.set_ylabel(\"Diverging\")\n",
    "\n",
    "# Randomly reorder the data to make it qualitative 生成数据\n",
    "y3 = rs.choice(y1, len(y1), replace=False)\n",
    "sns.barplot(x=x, y=y3, palette=\"deep\", ax=ax3)\n",
    "ax3.axhline(0, color=\"k\", clip_on=False)\n",
    "ax3.set_ylabel(\"Qualitative\")\n",
    "\n",
    "# Finalize the plot 绘图最后参数调整\n",
    "# 去掉了上、右和下边界。注意，这里despine()函数默认会去除上方和右侧的边界，\n",
    "# 如果想要去掉左边和下方的边界，就需要额外指定left=True, bottom=True\n",
    "sns.despine(bottom=True)\n",
    "# 去除了所有的纵轴刻度尺\n",
    "plt.setp(f.axes, yticks=[])\n",
    "# ight_layout设置了每行坐标轴（子图）之间的间隔，h_pad确定上下间隔\n",
    "plt.tight_layout(h_pad=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Different cubehelix palettes(kdeplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"dark\")\n",
    "rs = np.random.RandomState(50)\n",
    "\n",
    "# Set up the matplotlib figure 设置图像\n",
    "f, axes = plt.subplots(3, 3, figsize=(9, 9), sharex=True, sharey=True)\n",
    "\n",
    "# Rotate the starting point around the cubehelix hue circle\n",
    "for ax, s in zip(axes.flat, np.linspace(0, 3, 10)):\n",
    "\n",
    "    # Create a cubehelix colormap to use with kdeplot 颜色设置\n",
    "    cmap = sns.cubehelix_palette(start=s, light=1, as_cmap=True)\n",
    "\n",
    "    # Generate and plot a random bivariate dataset\n",
    "    x, y = rs.randn(2, 50)\n",
    "    # 核函数估计图制作\n",
    "    sns.kdeplot(x, y, cmap=cmap, shade=True, cut=5, ax=ax)\n",
    "    ax.set(xlim=(-3, 3), ylim=(-3, 3))\n",
    "\n",
    "f.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Distribution plot options(distplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\", palette=\"muted\", color_codes=True)\n",
    "rs = np.random.RandomState(10)\n",
    "\n",
    "# Set up the matplotlib figure 设置matplolitlib参数\n",
    "f, axes = plt.subplots(2, 2, figsize=(7, 7), sharex=True)\n",
    "# 去除边框\n",
    "sns.despine(left=True)\n",
    "\n",
    "# Generate a random univariate dataset\n",
    "d = rs.normal(size=100)\n",
    "\n",
    "# Plot a simple histogram with binsize determined automatically  直方图\n",
    "sns.distplot(d, kde=False, color=\"b\", ax=axes[0, 0])\n",
    "\n",
    "# Plot a kernel density estimate and rug plot 画核密度曲线\n",
    "sns.distplot(d, hist=False, rug=True, color=\"r\", ax=axes[0, 1])\n",
    "\n",
    "# Plot a filled kernel density estimate\n",
    "sns.distplot(d, hist=False, color=\"g\", kde_kws={\"shade\": True}, ax=axes[1, 0])\n",
    "\n",
    "# Plot a historgram and kernel density estimate\n",
    "sns.distplot(d, color=\"m\", ax=axes[1, 1])\n",
    "\n",
    "# 隐藏y轴\n",
    "plt.setp(axes, yticks=[])\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Timeseries plot with error bands(lineplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"darkgrid\")\n",
    "\n",
    "# Load an example dataset with long-form data\n",
    "fmri = sns.load_dataset(\"fmri\")\n",
    "\n",
    "# Plot the responses for different events and regions 线条图\n",
    "sns.lineplot(x=\"timepoint\", y=\"signal\",\n",
    "             hue=\"region\", style=\"event\",\n",
    "             #置信区间设置\n",
    "             #ci=None,\n",
    "             data=fmri);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. FacetGrid with custom projection(FacetGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 972x324 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "\n",
    "# Generate an example radial datast 随机生成数据\n",
    "r = np.linspace(0, 10, num=100)\n",
    "df = pd.DataFrame({'r': r, 'slow': r, 'medium': 2 * r, 'fast': 4 * r})\n",
    "\n",
    "# Convert the dataframe to long-form or \"tidy\" format\n",
    "df = pd.melt(df, id_vars=['r'], var_name='speed', value_name='theta')\n",
    "\n",
    "# Set up a grid of axes with a polar projection 建立坐标轴\n",
    "# col表示使用什么分图，这里是speed，并用hue设置不同类对应不同颜色\n",
    "# subplot_kws确定坐标类型，这里是极坐标\n",
    "g = sns.FacetGrid(df, col=\"speed\", hue=\"speed\",\n",
    "                  subplot_kws=dict(projection='polar'), height=4.5,\n",
    "                  sharex=False, sharey=False, despine=False)\n",
    "\n",
    "# Draw a scatterplot onto each axes in the grid\n",
    "# 在实例化后的坐标轴上画图\n",
    "g.map(sns.scatterplot, \"theta\", \"r\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. FacetGrid with custom projection(FacetGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"darkgrid\")\n",
    "\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "# 初始化坐标轴，margin_titles行变量的标题被绘制到最后一列的右侧\n",
    "g = sns.FacetGrid(tips, row=\"sex\", col=\"time\", margin_titles=True)\n",
    "bins = np.linspace(0, 60, 13)\n",
    "g.map(plt.hist, \"total_bill\", color=\"steelblue\", bins=bins);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Line plots on multiple facets(relplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 631.1x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"ticks\")\n",
    "\n",
    "dots = sns.load_dataset(\"dots\")\n",
    "\n",
    "# Define a palette to ensure that colors will be\n",
    "# shared across the facets\n",
    "# 设置颜色\n",
    "palette = dict(zip(dots.coherence.unique(),\n",
    "                   sns.color_palette(\"rocket_r\", 6)))\n",
    "\n",
    "# Plot the lines on two facets\n",
    "sns.relplot(x=\"time\", y=\"firing_rate\",\n",
    "            hue=\"coherence\", size=\"choice\", col=\"align\",\n",
    "            # size_order画图顺序\n",
    "            size_order=[\"T1\", \"T2\"], palette=palette,\n",
    "            # aspect图的比例,facet_kws每个图参数设置\n",
    "            height=5, aspect=0.75, facet_kws=dict(sharex=False),\n",
    "            # kind画图类型，legend图例类型\n",
    "            kind=\"line\", legend=\"brief\", data=dots);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Grouped barplots(catplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+Ub///e9VtWpV2/3Dhg1zaDAAAEpCmzZtNH78eH366afq3r27UlNTdfToUfXp00eSdPPmTZ05c0adO3dWnz59tHTpUiUlJTk59d3sFra3t7ek73cpAABgmrZt2yo+Pl67du3S0qVL1blzZw0YMEBjxoyRJGVmZqp69eqSpPPnz8vT01MXLlxQ7dq1nRn7LnYLOyoqSpJ0/fp1Va5cWdWqVXN4KAAASsqCBQvUpEkTDRo0SNWqVdO//vUvZWZmatiwYbJarerfv7/ef/99paWl6eLFi3rvvfcUGRmpuLi4MnVWT7tJzp49q0mTJtnOLd6qVSstWLBA9evXd3g4AAB+q4EDB2rixImKiYlRtWrVFBUVpaSkJPXv31/5+fkaNmyY6tevr9GjR2vevHkKCAhQs2bNFBMTo+HDhzs7vo2L1c7FrQcMGKA+ffooNDRUVqtVmzZt0p49e7Rq1arSyoifObVoqLMj/CaPT4xxdgQjsJ7xW4WHh+vy5cvy8/PTmjVrnB0HJcDuUeLZ2dkKCwuTm5ub3N3dNXjwYF29erU0sgEAgB/YLexHH31Un376qW361KlTatCggUNDAQCAwuy+h/31119r8ODBatKkiVxdXfXll1/K19dXwcHBkqSEhASHhwQAoKKzW9gTJ04sjRwAAOA+7BZ2mzZtSiMHAAC4D7vvYQMAAOejsAHACQry7jg7wm9WUq/hTm5+iYxTWuP+XKdOnXTp0iWHP49UjF3iAICSV8nV3aGft8/9Ls1266jnKanP27u7VdagGftKZKyf2zCnY4mP6UxFFvaPR4EXhaPDAQDlwcGDB7V8+XK5ubnp0qVL6tSpk7y8vLRr1y5JUnR0tBITE7V161ZlZ2fLzc1Nixcv1qOPPmobIz8/XwsWLNChQ4eUn5+vkJAQDR06tERzFlnY06dPL9EnAgCgrDp69Ki2b98ub29vtW/fXpMnT9bmzZs1depUbd++XXv37tXatWvl6empZcuWaf369YV6MjY2VpK0ZcsW3blzR6+++qpatGihp556qsQyFlnYPz86/Nq1a8rOzpbValV+fr4uXLhQYgEAAHC2xx9/XPXq1ZMk+fj4qF27dpKk+vXr68aNG1q8eLG2b9+uc+fO6eOPP1bTpk0LPT45OVmpqalKSUmRJGVlZen//u//Sqewf7Rs2TJFR0dLkipXrqzc3Fw1atSIXeIAgHLDzc2t0HTlypVtX3/zzTcaMGCAXnnlFQUFBal27dpKTU0ttHx+fr4mTZqkrl27Svr+kp1Vq1Yt0Yx2jxLfunWr9u7dq27duikpKUlRUVFq1KhRiYYAAKCsOn78uBo2bKihQ4cqICBAu3btUn5+4SPQAwMDFRsbq9zcXN26dUuDBg3S559/XqI57G5h16xZUxaLRY8++qhOnjypl156SStWrCjREAAAlFUdOnTQyZMn1aNHD1mtVj399NM6ffp0oWXCwsJ0/vx59enTR3l5eQoJCVHbtm1LNIfdwnZ1ddWFCxf06KOP6vDhw+rQoYNu375doiEAABXXndx8h3wE605uvtzdKttdrm3btoXKdc+ePbavx44de9/H/nzZyMjIX5Gy+OzuEn/ttdc0ffp0dezYUTt37lTHjh0VGBjo0FAAgIqjOKValsZ1Frtb2E899ZSef/55SVJ8fLzOnz+vJk2aODwYAAD4id0t7M6dO+vPf/6zDh8+rCpVqsjf318uLi6lkQ0AAPzAbmHv3r1brVq10vz589W9e3etXLlSmZmZpZENAAD8wG5hV69eXQMHDtS//vUvLV26VDt27NBzzz1XGtmMkpKSogkTJtg+NA8AQEkq1sU/Tpw4oS1btigxMVEtWrTQsmXLHJ3LODExMTp9+rSysrI4KA8AUOLsFnZwcLCys7MVEhKiuLg41alTpzRyGScrK6vQLQAAJcnuLvEpU6Zo165dGjVqFGUNAChxjro2eHHHnTp1qjp37qxt27aVeIYpU6Zo8+bNJTJWkVvYK1asUEREhPbs2aO9e/feNd/RHxAHAFQMjro2eHGv171lyxYdO3ZM7u7uJZ6hJBVZ2NWrV5f0/VVLAAAoj0aOHCmr1ap+/fpp2LBhWr16tQoKCtS8eXPNnDlTHh4eeuaZZ9S5c2cdO3ZMtWvXVmhoqNauXasrV65o3rx5atOmjQ4dOqQlS5YoJydHN27c0NSpU9WlS5dCzxUfH3/P8YuryF3iYWFhkqTatWtr6NChGjNmTKF/AACYbvny5ZKkRYsWKTY2Vhs3btTWrVtVq1YtrVy5UpJ09epVBQUFKT4+Xrdv39auXbu0YcMGjR07VqtXr5YkrVu3Tm+//ba2bNmit99++66Ds0+fPl3k+MVl96CzgwcPaunSperUqZP69eunVq1aPdATAABQ1h08eFDnz59X//79JUm5ublq1qyZbX5QUJAkyc/PT61bt5b007WyJWnhwoXau3evEhMTdfToUd26deuBxi8Ou4W9ZMkSXb9+Xdu2bdPcuXOVk5Ojfv36aciQIQ/0RAAAlFX5+fl64YUXbMdn3bp1q9AlNH/+/vbPr5X9o0GDBtkuItKuXTtNnDjxgcYvDrtHiUvSQw89pAEDBui1116Tl5cXl9cEAJQrbdu21c6dO/Xtt9/KarVq1qxZtt3d9ly7dk3nzp3TG2+8oaCgIO3evfuuMv4t4//I7hb2l19+qbi4OCUmJqpZs2YaPny4OnXq9EBPAgBAUQry7hT7iO4HHbeSa/GO/Pb399eYMWM0ZMgQFRQUqGnTphoxYkSxHuvt7a2+ffuqZ8+ecnV1VWBgoHJycgqdl+O3jP8jF6vVar3fAh07dlTfvn0VEhKi+vXrP9DgFUl4eLguX74sPz8/rVmzxmHP44iPPpQmR/xSlkes54rBket55r+/UXpWnixerpr9XD2HPAfruXTZ3cJu3bo1R4UDAOBkdt/DPn36tOxshAMAAAezu4Xt6+urnj176oknnlDVqlVt93OmMwAASo/dwm7VqhWfvQYAwMnsFjbvXwOAeTxcXQrdwnzFurzmvSQkJJR4GABAyQhu/JB2ffVfdXmkurOjoITYLezp06fbvs7NzdX27dv18MMPF2vwhIQE/eMf/1BeXp6GDBmil19++Z7L7du3T3PmzNGePXuKGRsAcD8BlioKsFRxdgyUILuF3aZNm0LT7du3V1hYmF5//fX7Pi4tLU1LlizR5s2b5e7urrCwMLVt21aNGjUqtNzVq1c1f/78XxEdAICKo1inJv257777Tunp6XaXO3DggAIDA+Xt7S0vLy9169ZNiYmJdy0XGRnJ++QAANjxwO9hf/311xowYIDdgdPT0+Xr62ubtlgsOnbsWKFl1qxZo2bNmumJJ54obl4AACqkB3oP28XFRTVr1tRjjz1md+CCggK5uPx0dKLVai00ferUKSUlJSkmJkZXrlx50Nw6ceKEcnJyHvhxjnL79m3b7ZEjRxzyHD9e0s10jvr+lBes54qhIq7n8vKanaVY72FfvHhRDz/8sPbt26dDhw4pPDxc1avf/8jDunXr6vDhw7bpjIwMWSwW23RiYqIyMjIUGhqq3Nxcpaena9CgQdqwYUOxgjdv3rxYy5UWDw8P2y0/lPfH96diYD1XDKzn0mP3PewZM2ZoxYoV+s9//qPIyEhdunRJf/nLX+wO3L59eyUnJyszM1PZ2dlKSkqyXQBcksaNG6cdO3Zo69atio6OlsViKXZZAwBQ0dgt7C+++EKzZs3Szp071adPH0VFReny5ct2B65Tp47Gjx+v8PBwvfTSS+rVq5datmypiIgIHT9+vETCAwBQUdjdJW61WlWpUiV98sknGjlypCQV+73j4ODguw5aW7FixV3LNWjQgM9gAwBwH3a3sH/3u98pIiJCly5dUps2bfTmm2/K39+/NLIBAIAf2N3CjoqK0s6dO9W6dWu5ubnpqaee0ksvvVQa2QAAwA/sFraXl5d69+5tmx44cKBDAwEAgLs98JnOAABA6aOwAQAwAIUNAIABKkxh38nNd3YEAAB+NbsHnZUX7m6VNWjGPoeNf/XbbEnSlW+zHfY8G+Z0dMi4AICyr8JsYQMAYDIKGwAAA1DYAAAYgMIGAMAAFDYAAAagsAEAMACFDQCAAShsAAAMQGEDAGAAChsAAANQ2AAAGIDCBgDAABQ2AAAGoLABADAAhQ0AgAEobAAADEBhAwBgAAobAAADUNgAABiAwgYAwAAUNgAABqCwAQAwAIUNAIABKGwAAAxAYQMAYAAKGwAAA1DYJcSlsnuhWwAAShKFXUKq/a6j3Go0VLXfdXR2FABAOeTq7ADlhUfNxvKo2djZMQAA5RRb2AAAGIDCBgDAABQ2AAAGoLABADAAhQ0AgAEobAAADEBhAwBgAAobAAADUNgAABiAwgYAwAAUNgAABqCwAQAwAIUNAIABKGwAAAxAYQMAYAAKG3gAKSkpmjBhglJSUpwdBUAF4+rsAIBJYmJidPr0aWVlZSkwMNDZcQBUIGxhAw8gKyur0C0AlBYKGwAAA1DYAAAYgMIGAMAAFDYAAAagsAEAMACFDQCAARxa2AkJCerRo4e6du2q9evX3zV/165d6t27t1588UWNGjVK169fd2QcAACM5bDCTktL05IlS7RhwwbFx8dr06ZNOnPmjG3+zZs3NWvWLEVHR+vDDz9UkyZN9O677zoqDgAARnNYYR84cECBgYHy9vaWl5eXunXrpsTERNv83NxczZw5U3Xq1JEkNWnSRN98842j4gAAYDSHnZo0PT1dvr6+tmmLxaJjx47Zpn18fPSHP/xBkpSTk6Po6GgNHjy42OOfOHFCOTk5xV6+devWxV4WjnXkyBFnR/jVbt++bbt11OsoLz+rJq/n0lAR13N5ec3O4rDCLigokIuLi23aarUWmv7Rf//7X40ePVr+/v7q06dPscdv3rx5ieRE6TP5l9bDw8N2a/LrKA18fyoG1nPpcdgu8bp16yojI8M2nZGRIYvFUmiZ9PR0DRo0SE2aNNHcuXMdFQUAAOM5rLDbt2+v5ORkZWZmKjs7W0lJSQoKCrLNz8/P18iRI/XCCy9o2rRp99z6BgAA33PYLvE6depo/PjxCg8PV25urvr27auWLVsqIiJC48aN05UrV/Tll18qPz9fO3bskCS1aNGCLW0AAO7BodfDDg4OVnBwcKH7VqxYIUkKCAjQyZMnHfn0AACUG5zpDAAAA1DYAAAYgMIGAMAAFDYAAAagsAHgF1JSUjRhwgSlpKQ4Owpg49CjxAHARDExMTp9+rSysrIUGBjo7DiAJLawAeAuWVlZhW6BsoDCBgDAABQ2AAAGoLBR7tzJzXd2BAAocRx0hnLH3a2yBs3Y55Cxr36bLUm68m22w55jw5yODhkXgNnYwgYAwAAUNgAABqCwAQAwAIUNAIABKGwAAAxAYQMAYAAKG4CR+Lw9Kho+hw3ASHzeHhUNW9gAABiAwgYAwAAUNgAABqCwAQAwAIUNAIABKGwAAAxAYQMAYAAKGwAAA1DYAAAYgMIGAMAAFDYA/IJLZfdCt0BZQGEDwC9U+11HudVoqGq/6+jsKIANF/8AgF/wqNlYHjUbOzsGUAhb2MADYFcpAGehsIEHwK5SAM7CLnHgAbCrFICzsIUNAIABKGwAAAxAYQMAYAAKGwAAA1DYAAAYgMIGAMAAFDYAAAagsAEAMACFDQCAAShsAAAMQGEDAGAAChsAAANQ2AAAGIDCBgDAABQ2AAAGoLABADAAhQ0AgAEobAAADEBhAwBgAAobAAADUNgAABiAwgYAwAAUNgAABqCwAQAwAIUNAIABKGwAAAzg0MJOSEhQjx491LVrV61fv/6u+ampqQoJCVG3bt00bdo05eXlOTIOAADGclhhp6WlacmSJdqwYYPi4+O1adMmnTlzptAykyZN0owZM7Rjxw5ZrVbFxsY6Kg4AAEZzddTABw4cUGBgoLy9vSVJ3bp1U2JiosaMGSNJunz5snJycvTkk09KkkJCQvTXv/5VgwYNsju21WrVnTt3HjhTjSouD/yYsuT27dsq8Kzu7Bi/ye3bt0vleUxe16zn4mM9O9evWc/u7u5ycTF3vTmTwwo7PT1dvr6+tmmLxaJjx44VOd/X11cCaRCWAAAI00lEQVRpaWnFGvvOnTv64osvHjhTRNdqD/yYsuSLL76Q2g11dozf5Nest1/D5HXNei4+1rNz/Zr13KJFC3l4eDggTfnnsMIuKCgo9FeU1WotNG1v/v24u7urRYsWJRcWAFAq3N3dnR3BWA4r7Lp16+rw4cO26YyMDFkslkLzMzIybNNXr14tNP9+XFxc+AsNAFChOOygs/bt2ys5OVmZmZnKzs5WUlKSgoKCbPP9/Pzk4eGhI0eOSJK2bt1aaD4AAPiJi9VqtTpq8ISEBL333nvKzc1V3759FRERoYiICI0bN04BAQE6efKkIiMjdfPmTTVv3lxRUVHsLgEA4B4cWtgAAKBkcKYzAAAMQGEDAGAAChsAAANQ2AAAGMBhn8NG8V26dEndu3fXY489Vuj+Zs2aqUuXLurcuXOxxpk6darGjBkjPz8/R8REMSQmJio6Olp5eXmyWq3q3bu3hg8fXqoZNm/erEOHDmnevHml+rwV3ezZs/Xpp58qNzdXFy5csP0+37hxQyEhIRo7dmyh5Xfv3q0vvvhCb7zxxn3HfffddyXprsej4qGwywiLxaKtW7f+pjEOHjyo0aNHl1AiPKi0tDTNnz9fmzdvlo+Pj27duqXBgwfrkUceKfYfXTDXzJkzJX3/B3h4eLjt9/nHwv2lzp0783OBB0Jhl2FTpkxRmzZt1KZNGw0fPlw+Pj7y9PTU5MmTNWPGDOXl5cnDw0NRUVFKSkpSenq6RowYofXr18vHx8fZ8Suc7777Trm5ucrJyZEkVa1aVfPmzZOHh4eOHTumqKgo5eTkyMfHR7Nnz9bDDz+s1NRUzZgxQzk5OXrooYe0aNEi1a1bV8uXL9eHH36oypUr65lnntGkSZP0zTffaMyYMWrcuLFSU1NVq1YtLVu2TN7e3oqPj9c//vEPVatWTX5+fvLy8nLydwM/d+zYMYWFhSktLc22tf3zPSGdOnVSy5YtlZqaqg0bNmjLli2KjY2Vj4+PatSooZYtWzr7JaAM4D3sMiI9PV29e/e2/Xv//fcLzf/qq6+0cOFCrVq1SqtXr9awYcO0efNm9e/fX59//rlGjBghi8Wi6OhoytpJ/P391blzZ3Xp0kV9+/bVwoULVVBQoHr16ikyMlKLFy/Wli1bNGzYME2fPl2SNHHiRI0aNcp27fjVq1fr3//+t/bs2aO4uDht2bJF58+f18aNGyVJJ0+e1LBhw7Rt2zbVqFFDCQkJSktL06JFi7R+/Xpt2rRJt27dcua3Affw7bffas2aNYqLi9PKlSt18+bNu5YJCgrSjh079PXXX9vW/apVq3TlyhUnJEZZxBZ2GXGvXeJTpkyxfV2rVi01aNBAkvTcc89pzpw5+vjjj9WpUyc9//zzpZoVRZs9e7ZGjRql/fv3a//+/erfv79GjBihixcv6vXXX7ctd/PmTWVmZiojI8O2/n68tOz8+fPVs2dPValSRZIUGhqq+Ph4Pffcc6pVq5aaNWsmSWrcuLGuX7+uzz77TK1atVLt2rUlScHBwUpJSSnNlw07nn32Wbm7u6tmzZry8fHR9evX71rmiSeekCQdOnRIzz33nKpWrSpJ6t69uwoKCko1L8omCtsQnp6etq+7d++uVq1aae/evYqJidG+ffv09ttvOzEdJGnfvn3KyspSjx49FBoaqtDQUMXGxiohIUENGjSw/UGWn5+vq1evys3NrdAV6m7fvq309PR7/uecl5cnSYUueuPi4mK7yt3PT1jo6sqvdVnz83Xyy/X1ox/X7b3W5507dxwfEmUeu8QN9Kc//UnHjx9XWFiY3njjDX355ZeSpMqVKys/P9/J6SouT09PLV68WJcuXZL0/SVjU1NT9eSTT+r69eu2q9fFxcVp4sSJql69uurUqaP9+/dL+v4COMuWLVNgYKC2b9+unJwc5eXlKS4uToGBgUU+b+vWrfX5558rLS1NBQUF+t///V/Hv1g4TLt27bR3717997//1e3bt7Vz505nR0IZwZ/iBho5cqSmTZumv/3tb3Jzc9OsWbMkSR07dtSIESP0/vvv6+GHH3ZuyAooMDBQY8aM0ciRI5Wbmyvp+12hY8eOVadOnTR37lzdvn1b1apV0/z58yVJCxcu1KxZs7Rw4UL5+PhowYIFslgsSk1NVWhoqPLy8tShQwe98sorRb6XWbt2bUVGRmro0KGqUqWKGjVqVGqvGSWvadOmGjJkiPr27asaNWqofv36zo6EMoKLfwAAYAB2iQMAYAAKGwAAA1DYAAAYgMIGAMAAFDYAAAagsIFSdvDgQfXq1cvZMQAYhsIGAMAAnDgFcLAPPvhAq1atUqVKleTj46OQkBDbvK+++kpz5szRrVu3lJGRIX9/fy1dulQeHh7661//qp07d8rNzU0+Pj6KioqSxWIp8n4A5RuFDTjQyZMntWjRIm3ZskX16tVTTEyMli9fbju3dGxsrF566SX17t1bubm5CgkJ0b59+9SyZUutXr1aycnJcnd31z//+U8dO3ZMzZs3v+f9Xbp0cfIrBeBoFDbgQMnJyerQoYPq1asnSRo6dKiaNm2qt956S5I0adIkffLJJ1qxYoXOnTun9PR0ZWVlqU6dOvL391efPn0UFBSkoKAgtWvXTgUFBfe8H0D5R2EDDlS5cuVCV+TKycnR2bNnbdMTJkxQfn6+XnjhBXXs2FHffPONrFarKlWqpHXr1un48eNKTk7WO++8o2effVZ//vOfi7wfQPnGQWeAA7Vt21bJyclKT0+XJG3cuFELFy60zd+/f79Gjx6tHj16SJKOHj2q/Px8nTx5Ur169dJjjz2m1157TUOHDtXx48eLvB9A+ccWNuBATZo00aRJkzR8+HBJkq+vr2bPnq333ntPkjR+/HiNHj1aXl5eqlatmp5++mlduHBB/fr10wsvvKDQ0FB5eXnJ09NTkZGR8vf3v+f9AMo/rtYFAIAB2CUOAIABKGwAAAxAYQMAYAAKGwAAA1DYAAAYgMIGAMAAFDYAAAagsAEAMMD/A3zlBXZ1wesgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504.85x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Load the example Titanic dataset 读取数据\n",
    "titanic = sns.load_dataset(\"titanic\")\n",
    "\n",
    "# Draw a nested barplot to show survival for class and sex\n",
    "# catplot分类数据作图\n",
    "g = sns.catplot(x=\"class\", y=\"survived\", hue=\"sex\", data=titanic,\n",
    "                height=6, kind=\"bar\", palette=\"muted\")\n",
    "# 设置轴框\n",
    "g.despine(left=True)\n",
    "# 设置标签\n",
    "g.set_ylabels(\"survival probability\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. Grouped boxplots(boxplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"ticks\", palette=\"pastel\")\n",
    "\n",
    "# Load the example tips dataset\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Draw a nested boxplot to show bills by day and time\n",
    "# 画箱形图 hue颜色\n",
    "sns.boxplot(x=\"day\", y=\"total_bill\",\n",
    "            hue=\"smoker\", palette=[\"m\", \"g\"],\n",
    "            data=tips)\n",
    "# offset 两轴偏移绝对距离,trim只显示主要刻度\n",
    "sns.despine(offset=10,trim=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
